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Case and Business Frameworks Questions

Techniques for structuring analytical and persuasive responses to business problems in interviews and real world settings. Covers the end to end approach: clarifying the situation and objectives, scoping and prioritizing issues, forming a hypothesis, and building a logical, mutually exclusive and collectively exhaustive breakdown or issue tree. Includes common case interview frameworks such as profitability analysis, market entry, pricing, growth and operations, as well as business case components like problem statement, proposed solutions, cost benefit analysis, financial metrics such as return on investment and payback period, implementation plan, risk identification and mitigation, stakeholder impact, and success metrics. Emphasizes quantitative estimation and back of the envelope calculations, qualitative considerations such as competitive positioning and customer impact, synthesis into a clear recommendation, and communication techniques for telling a compelling business story under time pressure.

HardTechnical
0 practiced
Design a robust experiment to test three pricing points ($15, $20, $25) for a subscription product that may have heterogeneous effects across segments. Address randomization approach, blocking/stratification, sample size for multiple comparisons, how to handle churn and downstream lifetime impact, and the statistical corrections you'd apply when running pairwise tests.
HardTechnical
0 practiced
In a 20-minute interview you must analyze a market-entry case with sparse data. Provide a step-by-step, timed approach showing how you'd divide the 20 minutes (e.g., clarify objective 2m, structure 6m, run calculations 8m, synthesize 4m), what frameworks you'd use, and give examples of quick sanity checks you'd run to validate assumptions under time pressure.
HardTechnical
0 practiced
Design a model to compute Customer Lifetime Value (CLV) for customers who purchase multiple products with seasonal buying patterns and cross-product cannibalization. Specify required data fields, model choice (cohort-level survival analysis, hierarchical model, or deterministic aggregation), how to handle promotions and cannibalization, and how you would validate model accuracy against observed cohorts.
MediumTechnical
0 practiced
You have 48 hours to prepare a one-slide executive summary about a 10% YoY revenue decline for a board meeting. Explain your approach: what analyses you prioritize (segmentation, cohort trends, channel breakdown), what charts/tables to include, how to validate quickly, and write a 20-second spoken summary you would deliver with the slide.
HardTechnical
0 practiced
You have 5 minutes to pitch a 2-year growth plan to executives. Draft the slide structure and spoken script points covering: problem statement, hypothesis, top 3 initiatives with expected impact and cost, ROI summary, key risks and mitigations, and success metrics. Explain how you would compress this to a 2-minute elevator pitch while preserving the core ask.

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